{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run TE.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "myData = TEGetData(['United States', 'United Kingdom', 'Japan'],\n",
    "                   ['GDP Growth Rate', 'Inflation Rate', 'Business Confidence','Unemployment Rate', 'Stock Market','Government Bond 10Y', 'Currency','Current Account'])\n",
    "#print myData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#TEIndicatorCharts(myData,  [('Japan', 'United States'), ('Japan', 'United Kingdom')],\n",
    "#                  ['Inflation Rate'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#TECountryCharts(myData, ['Japan'], [('GDP Growth Rate','Business Confidence'),\n",
    "#                  ('Inflation Rate','Unemployment Rate'),\n",
    "#                  ('Stock Market','Government Bond 10Y'),\n",
    "#                  ('Currency','Current Account')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/py2/lib/python2.7/site-packages/ipykernel/__main__.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Business Confidence</th>\n",
       "      <th>Currency</th>\n",
       "      <th>Current Account</th>\n",
       "      <th>GDP Growth Rate</th>\n",
       "      <th>Government Bond 10Y</th>\n",
       "      <th>Inflation Rate</th>\n",
       "      <th>Stock Market</th>\n",
       "      <th>Unemployment Rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Business Confidence</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.609650</td>\n",
       "      <td>0.362024</td>\n",
       "      <td>0.175761</td>\n",
       "      <td>0.679322</td>\n",
       "      <td>0.206676</td>\n",
       "      <td>0.090275</td>\n",
       "      <td>0.658026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Currency</th>\n",
       "      <td>0.609650</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.502559</td>\n",
       "      <td>0.570241</td>\n",
       "      <td>0.877066</td>\n",
       "      <td>-0.257519</td>\n",
       "      <td>-0.360950</td>\n",
       "      <td>0.936676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Current Account</th>\n",
       "      <td>0.362024</td>\n",
       "      <td>0.502559</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.109441</td>\n",
       "      <td>0.434928</td>\n",
       "      <td>0.259900</td>\n",
       "      <td>-0.068825</td>\n",
       "      <td>0.097060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP Growth Rate</th>\n",
       "      <td>0.175761</td>\n",
       "      <td>0.570241</td>\n",
       "      <td>0.109441</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.557203</td>\n",
       "      <td>0.294779</td>\n",
       "      <td>0.040768</td>\n",
       "      <td>0.497989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Government Bond 10Y</th>\n",
       "      <td>0.679322</td>\n",
       "      <td>0.877066</td>\n",
       "      <td>0.434928</td>\n",
       "      <td>0.557203</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.001607</td>\n",
       "      <td>-0.176746</td>\n",
       "      <td>0.866678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Inflation Rate</th>\n",
       "      <td>0.206676</td>\n",
       "      <td>-0.257519</td>\n",
       "      <td>0.259900</td>\n",
       "      <td>0.294779</td>\n",
       "      <td>0.001607</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.682493</td>\n",
       "      <td>0.010165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stock Market</th>\n",
       "      <td>0.090275</td>\n",
       "      <td>-0.360950</td>\n",
       "      <td>-0.068825</td>\n",
       "      <td>0.040768</td>\n",
       "      <td>-0.176746</td>\n",
       "      <td>0.682493</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.220402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unemployment Rate</th>\n",
       "      <td>0.658026</td>\n",
       "      <td>0.936676</td>\n",
       "      <td>0.097060</td>\n",
       "      <td>0.497989</td>\n",
       "      <td>0.866678</td>\n",
       "      <td>0.010165</td>\n",
       "      <td>-0.220402</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Business Confidence  Currency  Current Account  \\\n",
       "Business Confidence             1.000000  0.609650         0.362024   \n",
       "Currency                        0.609650  1.000000         0.502559   \n",
       "Current Account                 0.362024  0.502559         1.000000   \n",
       "GDP Growth Rate                 0.175761  0.570241         0.109441   \n",
       "Government Bond 10Y             0.679322  0.877066         0.434928   \n",
       "Inflation Rate                  0.206676 -0.257519         0.259900   \n",
       "Stock Market                    0.090275 -0.360950        -0.068825   \n",
       "Unemployment Rate               0.658026  0.936676         0.097060   \n",
       "\n",
       "                     GDP Growth Rate  Government Bond 10Y  Inflation Rate  \\\n",
       "Business Confidence         0.175761             0.679322        0.206676   \n",
       "Currency                    0.570241             0.877066       -0.257519   \n",
       "Current Account             0.109441             0.434928        0.259900   \n",
       "GDP Growth Rate             1.000000             0.557203        0.294779   \n",
       "Government Bond 10Y         0.557203             1.000000        0.001607   \n",
       "Inflation Rate              0.294779             0.001607        1.000000   \n",
       "Stock Market                0.040768            -0.176746        0.682493   \n",
       "Unemployment Rate           0.497989             0.866678        0.010165   \n",
       "\n",
       "                     Stock Market  Unemployment Rate  \n",
       "Business Confidence      0.090275           0.658026  \n",
       "Currency                -0.360950           0.936676  \n",
       "Current Account         -0.068825           0.097060  \n",
       "GDP Growth Rate          0.040768           0.497989  \n",
       "Government Bond 10Y     -0.176746           0.866678  \n",
       "Inflation Rate           0.682493           0.010165  \n",
       "Stock Market             1.000000          -0.220402  \n",
       "Unemployment Rate       -0.220402           1.000000  "
      ]
     },
     "execution_count": 370,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corFrame = TECorr(myData, ['United Kingdom'])\n",
    "corFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ebn/bdu34+v31V04LmsOH+bcyNZWvXw/QW6jNBBAOwK8LtR8s24eC4lI8dLmLP2oG99iV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9b994403d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "TECorrPlot(corFrame)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 372,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/py2/lib/python2.7/site-packages/ipykernel/__main__.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Japan</th>\n",
       "      <th>United Kingdom</th>\n",
       "      <th>United States</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.612075</td>\n",
       "      <td>-0.504566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>-0.612075</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.575507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States</th>\n",
       "      <td>-0.504566</td>\n",
       "      <td>0.575507</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Japan  United Kingdom  United States\n",
       "Japan           1.000000       -0.612075      -0.504566\n",
       "United Kingdom -0.612075        1.000000       0.575507\n",
       "United States  -0.504566        0.575507       1.000000"
      ]
     },
     "execution_count": 372,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corFrame = TECorr(myData, ['GDP Growth Rate'])\n",
    "corFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6c2abejz49XKrozAnsCRhTIB57b9reWbqKi7q2JC3rutKZHioX88XHhrCG9d2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\nSdooabOkz0Z5h6STy6i3rHJ5xO9uco464oNWhYe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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9b9948d410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "TECorrPlot(corFrame)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
